{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import urllib, cStringIO\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-179.682 180.0\n",
      "-9999.0 2.34088\n",
      "-179.682 180.0\n"
     ]
    }
   ],
   "source": [
    "diri = r'C:\\Users\\apbarret\\Documents\\data\\SnowOnSeaIce'\n",
    "fili1 = r'grid_lon.gdat'\n",
    "fili2 = r'snod_erai_ease_grid_ave.gdat'\n",
    "fili3 = r'Na25.lon.361x361x1.float'\n",
    "\n",
    "lon = np.fromfile(os.path.join(diri,fili1), dtype=float32, count=-1).reshape(361,361)\n",
    "data = np.fromfile(os.path.join(diri,fili2), dtype=float32, count=-1).reshape(365,361,361)\n",
    "\n",
    "Na25_lon = np.fromfile(os.path.join(diri,fili3), dtype=float32, count=-1).reshape(361,361)\n",
    "\n",
    "print lon.min(), lon.max()\n",
    "print data.min(), data.max()\n",
    "print Na25_lon.min(), Na25_lon.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BhjX+9E//ejD1vqdrI0Wh7c/S3ntj2+h87X0/po2uZw9/jD8XezQQaTo6uW8fSYG9J1Db\nuC/63Hq0Iz4j2ibZ37WFNKYxPE4MaoVkIetYdXxP+xWf/BujvnNA1Z3G76vuJPCputPZ6k6v/tIX\nyMwFrJVOeS+AJ3ufn9S35cEQDWvxektpM2OJhbECTRIz6HNzJ2kt69FduGcNNt8MBVO8LiVjMoKm\nfO60EDKzUQTLUgbcRjFNNhFpN2Hc1lD3Z6E1trHEL4eYT8wj7i9wP1KKlhqf0MzTxHsDiI01CXtF\nqKrtxr3pmgE3ptPvoW8EtUxJAy5Gzhjbo1nNgNuDisamDLiNYrreBFTdKcGr6k4yqu40kc2GdKe1\nJNqvAngKEb0PEd0B4NkAXjKX6Wzd8FgPXKkwmki7Jo9N4hi6XcJDZGaRWmehNzLrlRLnt/53NoyT\n1pCk3fyPb3nZVGJ0WA25KbyWNn6alRVe2rRCvQnkzcV1kTPqclgyAiehxCjbuAEHrKQ3AVV3OiaP\nTaLqTherO62STsnMt4no8wH8NLpSud/DzK8oY9K/xl8MC+Fwgdbdj2wInw1zRDTiGkoQzymswdIX\nrINpOQmUWs9KKL6faqh/IT4puoRwKBEck1IBEssSeQprmG9znK0BN182uRsSR06Ixm0u8hWnMUq0\ncZswj4vGBamV0rjU54bC9WTpm0PaorRuja92bSm6Uvhr00DNOG1zI9BWtdfaE7fNN47iKJyfSpky\nyuamUeYicFbMSaHUjL8zMOCW0ZuAqjsZ+qruVNBeyidFV3UnhXb672+1PXHM/JMAfnI+I9iE0Qx+\nqwij3MO88sOurk+b17KeEwioWVCFlaZsrraSZfivaCRdeAplgMVkU4yUkWOhLRk/Z11zDCmPFxGF\ne9F8vlbjSaEb8RbmPzdoqZTz+eqCJd4LF/QtVjnChpK9bEuMy9Fu8Ve0qGyqutMkVN0JVXcqYX1i\n3Wk77qnC67BetynHe8L8JWsw0frO8JiWlfdHwDnJnZPghMbLFE+SyKdg0651fCmPs4O+q3ncNmU/\n2xyU3vi10zKPjWPf7xNg6djiEnvhSuiBeWmUEs5wD9wyqLqTTlt1p+2i6k6LOL+3JeG062G5T3xg\nrd+F4d5lN8vmEDvalxJc6n1Sfj2a82SNZ2gJ7+7UhVmmtnqSfDqjVyqZDjDSk/V0gFENDWHXeFYI\nSWNivtI46F4kmfYGGHApg62k2ImFTjKoojZuKCx0In+x6c85Q8enT+yNMxc4scyttuf/TW2pGIol\n4mZJpQwrVxrnNlakzEXhQtoyA862zuULmVjoUnzPGlV3stFW3UkZN4N31Z0CunHburrTtow4YBmv\n0tQHzCrscvMnENAvIAgWFSZTn/8t5qWs9T/ayrfov86klczGXC/QjTDgevDc6BaweMXK4jUkDa6V\nv7RL/FEYEB8vIMFamXLgOWEdJUbLMYqZjMbMKGRyYyNwMaruNJ3fXFTdaTm+VXcqwjYlXaFXycJD\nMK6PkxpQkAqQpJ27rqU9SqcUPks9uAvmfVurKmleGX3s2IsUOJokfgYPkeZFkuhubAQuAhPJxtwx\nInLSenJHBuRQMt6PhkV0QRTMmso4Jxp3yT+yQqQKmmiIo3ABj4WLmYzPrmtGBtbShUxuVAQuRtWd\nyvkIqLrTRD5Vd8qud2ndaRNGnLj2JcLnFh4nSA2w0s7KXTfOYeJfyP6YmH3OSQ5rX/xMPXzMzxbi\nnzXFDTTgfBRF5ZZOrYzXsuDZb6Y1Wfo0Q0xNSz3Bv6ETHm9giaTN3fOWKmjiY06Ebkoa5ZR5gBqB\n01B1J5m26k55VN0p5neeutNmJJ4a2je2W4WRyatk4T8jNaBEsKkeIfV6Iy/5OXqL5sKU322gT3qI\njF+a0csECA/ylFzuEY0wrTHf2+pF0gNR5/wjSuNoEbkpNKkx8RpLjMApe+NmGEul+9xy9FRY8GQv\nVM30D/r20yAtB4DLcxx4WI4WCPbJKcJl6l64XBQuhZYbUxQuXOf4QO6lDTgXfbvkCFzVnQy0VXey\noepOOk9h3Fq6Uwk2Y8QBM71Cc8dPefBKhNEMwVWxEJa66alNuYk55hg1WSEkzrfwGo7gqTonrBKR\ns4wTCp1kx6SwhWqOU429tQ8kn4E2MNDWFfjWVMpgzIpROIsBZ1mPNbJWGoGbeobdVlF1p4pVUXWn\nzepOm5NkRcJE8fpY7rVpU+/SwsMqqFLzKu9DGuXXYfFG3TRkPDgqnWsuyOdO8UtVVDI96ynhqKyh\nJIJWIoSKc9fPAYqkXDwip1WazKRJFqdVTk6VnLA3jpQxhn1xIc/N/btaDKVRuJDGFl3zo3AlB3sv\nsQ8uh5II3Ch6l4jASbg0A86h6k6ZeavutCyq7pSl09uUpUzQnTYpzeZ6laxjFxFGS6YGpNZRiqnl\nanPC6pgCLBO2D3K6l/BqTNiUq46fGaRJ05f/6KyCYa4QumiUGHIapkbkpqDEcEsZgaesankDYUnM\ntKRSTk0hXNvImXoW3BJ74C7VgHOoupOwjlJU3WnCfFV3OpXutFmJpnqF5niVrMIoM+csYWT1FBWs\nxzRvYuwSud+LBV7WiuCUCgk119vz8kxJBaDM/DNzubUc7RyNyFttG491tBcXgYvRQJSaR4vIJWhG\n58flEPNLjU1FxLQfhKXAyVQD9kwjdFMLlswudGKO1tmrUU7dB5ea340xjSuIwElrvVRU3cnOwzRv\nYmzVnST6PJ+qO41pp+pOm5dqZmFkheVB3KAeOsfDdul69SI40U1KBjmOt4xFhNBNR/FZcjGm7pEr\noc+Njw8RL8SsAic+zdzo5In2+Ul737T9cNL5cEtF4azjy/bFzdsHZxkjYW4ETjPe+IKLnQBVd3Ko\nutPKqLqTsc0+vgTbMeIEj5DDSbxKBo/RyBNk9a5Y+6xeqqW9QecmuDKpA8W0Go3mSUqMTz2guYpK\nIW3kqRF+2JYqSUt7kVIepIs27OZG5KxlqSyRvDn743Lr0NIq51aqPGYa5srHCUytTJnD3vD4aPvh\nrHvhfJQc0j23EqUUMVsrAidhreMRToKqO437qu5kQ9WdRH6n1p1KsD1JNlcYpdrn0hTeb6swmiS0\nTOs//HLm/lY247PczEI8WNMNSjLdSpeQSQOQaHQ6uxdJXssFplWqKYPjplkRuYWOHihKq1wCpSmV\nKp/xDd1icRMpinb8NeQNuMXmitIo154PWC8Cd1EGnI+qO9nmrLrTdlB1p9H4iyhsUvTAG2ktguyU\neudScx/lGqxznF7PmQfDlp65vA79nqdqNN86N9IqhErGXzQKvng1Imdpsxhya6ZVTt0bNxVL7Iuz\nDjnhcQrBGW+Z8+EsVSlD3kqK5QJ74UqNHks0LTemhObGRuAkVN3p5HySqLrTYrwO/Tdbd9quRFPC\n9nPTA3JYJDXAOqfVU1QYug9phCdA4THpd3UMYWN98NUQv/RjUvpLeCTa02mGkTArufHRD27qZtw1\nDvK+yAhcDNHowvzUyhHPCYbc3LRKbf4JRw6oxw2sjNIDwtdCu1KkTjRYjAacdS/c0mmUMf2kQ8Cr\nAWdH1Z3Ez1V3mkBXdafN607blmrH8CopAi9Jk5triYezlMdaAuFUOvk2dLE04h/KAmue60myHWQ5\n3Yt0Iwy1HNZIrTyWIVe6BktfCUrOjNPOi9sophzo7UfhpIhb6W67KamNJWfCzZ1rxKNG4NZB1Z3W\noz813xy2Lyqr7rQgNiPZSjxFi3uVrDSJz6nvZun8bpUuQ2PxRKWwuGyYwZCtD0POU6T1K94eVZdM\ntaeCGiWpAIKXKEW/tBcp5UES+0YtFwTNzaYYciNjbk5ErhAcR9VSEThLBG0UtTNE45aENY3zCBHA\nKUVNpu6nCyJpQpTAGl1LpVGGY9KHege0UVESayGTgP+MCJx2hMAejWjA7ZnOP2WtR9Wdqu5Ugqo7\nbV93KsFmjLgkBEEBFAijtZD6nUxcRzGPC/lHZMKZWAXmh7I0FSCYIz3nGpWUSnAmX9V8GA25efzK\nom/FUbMp++NK5wgMyUyVyilHDWyk4EkMa3Qu3C8n8Sm736m9cBrKjhuY94QvHYGT6ZTxUw9zPkdU\n3cm8hovGmfzkq+5U/lVt7j+f6ikC5gkjQWjkvEpiznbOy6T0lV6X2DdlPDCt0tK5CLgpOd+iV0l7\nr3iSFC9UUVlcbcrYO1MohOS580JoiRzuyHl2OUiV4j9FRM5iyHlt2f1xlr7UPVCicUtiVmRv5WMG\nfKy1H87BN0Kk/XDWvXDWNMo4yjVlH1yO3hKBk6J5qQjcqI3pog24qjsl+qruNEbVnS5Cd9qcEedw\nDGG0BiZHRjPh/MXmycw9qX9NbPF/rtlb5L0tSAWYi6lpADIv+5e/xa9qccw05ADjPrklDLl4XmvV\nSQMvK41a4EQyqnL9RiydxtkuIACtSZclVSkth3tPiZiV7B+ba8BZeEp8kuO3q9YcBVV3WmmezNyT\n+tfEFv8hV91JpjVTjrENaadca2mut4mv1auUojHQB32FQkbkIbzPXXPIw/YzWUTAreztFHO6J3mV\nMhdbmM8deoBsfEddsRdpZirAMb1INwYlkSpr5co1I3L+vKmqk2qUjWxplUpKY9aomhVh2+4vL5dK\nKR0tINN5kbSCs+HG0bV8FC61Dy6OhC1hwFkjcKNxC0TgziVgkkTVnUaoulOKfdWdRHpDvzbm1LrT\nNow4QM3dTtJHUB/MjOAQx5Z6WBZ5gBfgseR85/5fbopULXmijLSpkrhxKoCZj0C/thdJLfur8GgW\ndXmeDuL/1eI9YRLfZaJds3isFIGbvO45e+DEtm0ZedaiJiXlUkLjzG7kpdo7XgUHax/RgJOQLGAi\nwHJ23dmg6k5Vd1oaVXcSeBxPdyr597k9SaYICauQMXugJgijrLBKOQLSToLkukbtuevLeJyKvFAa\nCp/xVfT5KR6koc3o+UFakBxoZH5WIZRan6Xa0VJeJNVbVJDD3RBfjAHnYD7zLdU+JyIXpyXmKk4m\n/guY98dZ9wFq0bhcJDFX4EQac4aQDLLc0QIHOjkKZ9kLp65nQhn+OAIXV6IsxRQDzkXfxmfVle1/\nuygDzkfVnfLtVXfqmc6gq7rTpnSnbUoz5RpKru1kwmhBWK7XkjqQxCXo2nN0PNLeWyX4MmtJbcZN\n0sLmtZm6gVdrv/TomwQ1cjbTbWY+S64UmqGFwv1xDhswpsTUzA2nVJZAqko5mVfhkQK5NMqpcwOG\ntMuZETgrpAIqF4eqO8lz5Wiq7jRvbNWdzO1L607blWiCpwiwe5WStKnP0rgSYRStZSQoLL+31Pgc\nTQq5Skszn7Op+vsqaeCiIEnRy2OL87l9Eo1nPF3ixk3xIo1pbF6k8dwCL+i38ZINOAexwiSg3VQl\nGiXzLeaXi8hJa/TntO6PU4uTGKJxQ7fGI/EvKHfUwJGPFUidCWc5SkBKpbQe8K1F4XJ74VJplFpf\n7jy4wzqEqpIrGHBL7H+7eOPNR9Wd5PE5mhSq7pSgl8dW3ek4utPV5JEAiOjVAO5Dlx1ym5mfRkSP\nAfDDAP4YgFcDeBYzvy3LjCFfodDurtfyAyYW6GKeyhycoBH5lqyhAKcef9bIpQPM5GkSQkW8DUKw\nhN1EL1Lp2SZbNOAWlU/2SYFYWZfaGoy0dSYCLV2ePp5bWoulb8pcURsRgV1/Q0CrzJXquwBIBU2m\nROEse+F8WKJw41RFzyDM7JE7dQSuPH3ydP8Uq+6Un7+UdovjzxpVd5pEc2zdaQn31H/NzE9l5qf1\nn78CwM8x81MA/Fz/2QaDdyU73upVmjrHwuOL87vnzjlVIqXmOoa+VbLsUk+SxiaXImCdI/IkhXPY\n3YKludzWwyitkIamcrhLhdlKWE4+eVAjchrmRORyvHJpjkvtjyvkvQiESN3SRwiUXkOqOMmSZ8TN\nPlD7iOPXMuBKInASNAPOctTBEVB1pxnjq+5kRNWdzk53KvlhrCHJPhHA9/Xvvw/AJxWNVoRJ8aZd\ngTY7T+xEjvkL/er4iH8qNaAIOWGrrHeyPn1MAWRYpFgid+oc1odSGVO6IbdECFE0zxpCSEsfsOZx\np4y3jRhwEqbJp5Iz31IFTyS+Ee9Jxw/k0iqn7I9T00FJT6scaAoO/3aGmpZymWrbKCzplRJKUimH\nNq/fkiLaA3USAAAgAElEQVSpHSkwNY3yWAZcSQVKbf9bXJRlY6i6k8C/6k4GVN1J5HETdKe50owB\n/CwR/RoRPa9vewIzv6F///sAniANJKLnEdHLiOhlt991v322kpXFcy7hockJowmwGONF8ySEZ5be\nMF+RKrVZXd5DqddoZWR13oWE0JhGFkClQmhDWEQ+3br9zq4xYcipxpylTeE5GwWGXHKcZYxEk9sb\nN3UOAxaP1glI7ZE70ExDLgo2Zy+chDlplMG4FSNw8nwF0cJtGW9Vd6q6UzHvzaHqTnobjqM7zdoT\nB+DPMfO9RPR4AD9DRL/hdzIzk7IyZn4BgBcAwMMf/+Qxjd9CQruvj/Rt2fztnnaUry3NQZkxWn/M\nz6MdrTPqE/8f5Wi0fuHaY5hy3q19S8IyB0WvpXyk8bmc6oU8SaNHIjHvXC+SbEfkBRdw1sabwyLy\n6ZF333OgcXqgoJ2Le9q0fWLdJIc2ge+IXzwu/uwiVW00xrAHjhsCaeO099p1mvcF0mGt1AA81eTx\n+DcN0Br5zJ2zx9yiJqn9cFOOFZAKg4xp7McJBLxWjsCtkT65MePNoepOcX/Vneaj6k4q7aXqTrOk\nGzPf27++CcCPAXg6gDcS0Xt1i6P3AvAmC6/iDf1WD8hUupzXqMSrNFe/za23lL8k8ZZe/xK7gZcS\neoV8cvncmhAKiYwP7ImFkIaSW1ZSXveYWFI+jVCaXinBEC1aPCJXsj8uh4npjWqlSnXAsko4rZSW\nadkPJxU1MfE2RNnEcYajAqzHCZRUeFzTgLPOqc3rcErpVHWnDM/EGopQdaej8qm60zK6Uwkm/3ck\noruJ6BHuPYC/BODlAF4C4Lk92XMB/LiZJ7MskBj6wyh8r5YcbpUu8blIGCW+G43O8n1a5wjgnN3B\nWNLnlOinzLEUXMCh5AaJ3iDrlyK0Zb1LyoOvDM2thyIBtZYXyVoGV9qEmzrc8tQG3OLyybifDYCc\nXmndJ6fskePYEEt9jvespeaMxqrHDmjvJ+6NM6U7Jq5hGG85ZsDxWdgY1OAic6kYnxSFG9qMakBu\nL1zpPrhUZC2OwJUc/r2UAeeOD4ijcOJRB4m9b9reumOh6k6Z/qo7LYeqO1287jQnnfIJAH6s/2d6\nBeAHmflfEtGvAngxEX0mgNcAeFYpY2KWPdAMs5lbHO7WaKLPufQAlVeOT6bdilnjC+7vrDFzIYXz\nc7S5tiUxITIVb8ZNsl/Ji6TdFikN4NRGmgHLyyctlVA4LqCIRyrlcQ6CdMVoDuuclvRJ6UiAoL8g\nxTG3toLjB4IjDU6IVDVLh1xBkyT/iVG6JM+EUZbCsSNwpee/ndJ481B1pxzPqjutg6o7ZT6XzT3Q\nKO3H0J0mG3HM/DsA/pTQ/gcAPnrOogAMXqWRQHLXHwuDuA02YeTuZ1K4FAijEb9YGAnrVNsVmtx1\nDf2CIJwr6DaNYm/RuC+Vz12aCuCTlFRT0vrk/mlepBHNeFixANqSYbeafJL2swHqnjbgIMuSPEb7\n2wz8cnvkALshF+2PAxDukdP4x5izN07ao5boG4w0ZyRO2RenYN/P1Q5RtbZvjz4X5Eu5VMrUysSI\nmmCk5fbCzYnCpVIQi86NSxRLkdYgrbHjI92TsqMDNmK8Aai6U9WdNoiqO52t7rQdyaZAzfeWmqXf\n2lS6zOcp4fLsnHN5G6/14pEStFYhXPAlaKkApWOXFkJaGVzLWksPoNySAXdSWM5+czClFM5bTscj\n+JHpdKXrLEmrFIdPWEs814VCMlzsaZbT98GVFDIZ8fRpJxhwUprjEtUnt2TAHRNVdyrgXXWnDlV3\nGvrPRXfajnRjJB7YgnxvoU3N4c4JlxJhFPFLfi8anXV8Ypx1fDfOefYNtMcCKa+rzSN4kgrzuQ8f\nZO+L5kmy6rAWgZITWuIYjC9PO4CyNIc7ty3rvCC66A5/MSz72nw+Et8Ev+I9cqk5pbFunjn74+L+\n3Llxln1rR9rTdiykqlI6uChcGGUbR+byRw4oZ6xNMOCkPXBLGHCjtSl736z737RrbpnESObZoupO\nVXcCqu4k9J2r7lTy1W3vv2JGIBXxGY3PD1vSq5QUFtq43BoLhJUGm5CKaKPXxeXDGtKwYJGpVICu\nX3oI/Q+egFEn0a8x3oybwhJCSEJJCdzUBtzLMd48pAwjY+QJUKJy1rZSpAwsI39TxUrrWqecG3cD\nsNZZcup8hpL7JRG4YE0ZA67lZpIBZ50vxbOb/4J/b1V3SqPqTgU8C0ir7nRS3Wl7RpyDIpCKKzCN\nxufHjrxPMc1Ur5J6TfJvVP3tpK5VmjvZRzLtkXCU/6nu4iZ6qEz53EJ3youkpQIs7UWyVFEq8SDl\nBNBFGnA+1FJa+Qiag7l65dyIXMwjZchZInl+u/bfsiEbrcV4G6J4039UFPNYKZrnjheIK1Puh3ZE\n7WMeQ1StF4ql58L5BtKcfXCpYiFzInAlFSiDcTX6VoaqO1XdaSlU3Wm0xq3pTts14hwUYaQKJNN4\nG13JusxeJcuccz1GqTFHFjSLQxMmU4RNkfQPeVpSAUQWCcGxtBfJmsNtmSuHizferNDSKwWYzoAz\n0GT55FIeM3MtGo1L4chHAWwBlmMFcqmSU2A14MwFTwoNOOv+t5Lqk6XRN1691N6JUXWnclTdqepO\nyhq2qjtt5r9l8rpL7skcYZSjyXxOpgBomLKOKXOWzBO9rhGtL4XpnBMJsYCSSDLpAEn6GakAJQ/7\nWkKopIpS6d63iy52ktt3FsMqaS1RK2XPXZJHMD5BW2LI5aJxYt/ElMrYwHMVNCcaj2sd+D0XqTTC\nXEVKqU2LwpnWkhCCqQjcUiipQHkj0yd7VN2pYB1T5qy6k05SdSfTutasGzDnnLjF4V+nWAYWCC36\nmaV0iTEud2uhSXwO6L2+UXu8Phyuf1TiVoLGO+oX+6bCzel4Y2POKYsnaaDpVi4KFSlcLworWQgt\nsRk37NOFkHUTbowlBJCGizPeqHuGxMtyX0bquAAH6zEEVp7R+XRMBPPxA6mjB3LX4dP7NBIf1+b3\nxUcCoDPGuuMCKDxSQFtbjBWOGZiKKamUYx7Uj+1ec8VMcqmKuTTKkgjcnBRKawETCUsYb5daqbLq\nTn131Z2moepOMr0w39Z0p/OTaKJnaHqKgCU9oNSrpGHx1IClpMBcSXVsaRQvdwmjoeDBTLJZOBUg\n50Wyzu9jrhCaO/+5IvmYWPfJAfZjCKxRuRwfDZbqkz7vkmMErJG7qevdIErOjFsSliMFpH69KIjO\nY+kI3JwCJtWAK0TVnYrnzaLqTlV3OrHutI1InChcvG6DZ6kbw3bPUuQBGs2T8hJJfI2eI83blByf\n8hrF6xN4jvrW8DSVYsq8pWMM6QAl8xalAhgfbKsXaYkUgNIKShJuZOqkB/aexRFSkau4fW5Ubu2I\nnPKeGzocAi7RBBG3nrcUTZsTKXNRup7/6NDvKbxmoLVECqVx/auloAki2lyfM1i0FEptH9yxInDW\n/W8l1SdvpPFWdaeqO60xpupOAbasO21HuiWuo8QLo3qWTGPTNNl7nfP+SH3Ke5UmMaeJPqIZ5lni\n3JOV9PjJOd0x3EMkpQNENMkHy5IKELQrbIxepCnbfixDUueXxNDyt9MVly7XsGNK/BOfuVfOfJ5c\ngs/iEbkSftbcl9x63P630gdgiSIrBqwdeZNSKeM+eZw9wmYtHLJ0CqVlHaXVJyVctAHnUHWnqjtp\nbKvuVIwt6E4lxvM2InEO/vWMPEU9SYFnqaMnnU5oy3mNjulVkiB6gCTvkOY5yvCPeeY8T45kFczx\nOMWepJQQimilsriiXu2/D8aMhcixvEjSLbOmAJTkb6cE9UUab37EyoMamUvta4vbS6JyqShdxKco\nIhevPRGRc2mV5KJsjo8YcaNxNC7et9Z/HiJqS2GlfXHthJPd4v1wuSicZS9cLo1S6remUKqRuiNE\n4NZMnSwt7nI2qLpT1Z1i5lPHVN1pwDnoTmcn0Uo8S2a6qI1YmIcz/Qna7PxKu+ZRWk1HXig/4CQ6\n/NSlp9IGxLbMxRm8QGt6kWLMEUIabpwB55DYk7VWVG4WPxRE5KyHgVv5le5/c0aro9GicRvfFxdj\nnycx8tGvW6tGmYOlgMi5GXBapE5a301D1Z2q7iRPOnVc1Z20Ng1r6E7bisT5WMizJFZhmuNZ0vqt\nXiWvL3kdOa9TjJTXR/MoKWM0umAN8VqsXioL/K+q4MEfeZKWWo7Ad2jKeJFimmN5keYKIC38L9Ne\nsOEWw78xUWRuUlQuU8HSl1v2fW5jHsmx/h42/7r8fW7CWsX9cVJkTopixtG4UkT74pKkS0f4PMT7\n4eLKlGFb+HkKLGmUJQd6T4nATT3EOxhjSJ8sNd5kWt1wu1ipVXUneY6qO0W0VXfy1+NwbrrTZlxT\nSQ+N0l5Cv1gFply/QmvyKrH8vvR7HugX/i+1CV3d6vWZyj7lXZow3ZRKSqcUQqn8bQkpIXTxxU6U\nqFBRVI4o/cOYA0+6jyJy1v1umYhaUcVKK01urHDfp54XVwLfMLPsh8tF4ayplKlUSXOELnGgt0Rj\naZfnDCNhe6asAbfnxjRHy7TYuW9zD0vfEqruhKo7WVB1p7PRnUqwGSPOQRVI7P2V0Ae0wsZdgS5u\nG80h9Kv8Unyk9pwwYmGMgd4fl2y3wCh8ZyF+GEQBlPM0xa8d/cg75Dx3ghCSPEmHvvEN93XylBcp\n7LPRjebE+LZYhJDEt3TzbUOcrNh0aQYcE8mpie7GRTfPFT4Z6Zya0Ra3NxCLlYwO9U59dnxS46X3\n+o9BfJ88CFwyvEZ9YcqkmlI5mqMZ844PE/c/pw/o0fsM8I26fUHUr8SAi/fClVSjdLBUomzRHCJ1\nUQQuPpsujPrlo2/W9MnwjDvdeJPSJ9265AghXZQB56PqTvpYv63qTqi6E8a35Vx1p80ZcQ6TPSgx\nxAdfaJzyAGnCyMrb0q4J2bWwZN3cUl5r/G8tFUL+UEEIiUs0emqk9pI8borWkRNCFkHWjcvPl5on\nNd+loajqYwrmvWqGNeQ+pypXWiJy1qid1m/ZzxYZcueIkjTJUkNiqTTKXL/1HLjS/W+W6FtqP1sM\nvUqlPv5SjbcYVXdK0FTdqZxn1Z3UdW1Bd9runjgcvl81fxsILX+vPVkFCQdhlMz3jj6L6+Gw35rn\nPfBJjY/eB/0QxmjrcW0+TwE+r9FYCRl+iyM1lyJglpxjmELwInXtwpjIOxT26V4kjU5aoiSAxuuY\nJ4BudNpkBLFyJKDul5u9V06pXrlo5crcHjmJxptjVLFSq1YZr1ehOZz9Rv38/R64BM9g71tEF/b1\nvCZgSmVKINwPN8eYKEmjLD0LbuoeuDh9MqAtODogxhJ739L3+nKNuqo7he+r7mToq7rTWepO24nE\nMVQviRr2d+OUMRbaKeeimELxBj7F4/3+KfNYeUheoGPp6UsItgV4pFIBDkQ2QSK1Tcn3BtYVQlO8\nQTe2UiWgp1gC4g1Wz5bL/QcbeGbmL9xft1hErmQv3FLVJS1RvSMhtT+uVd7LfLprilMppSMFDmNs\naZTxHMD8CFxJ5CzFe5wOKadPLmnAXVSlyqo75cf7/VV3WpVH1Z1sSNFTwY9me5LM9r2bxkwWRpJQ\nzAkjrc8qtHJrTfSnrnMkdIz3ROVrxKL6u9WZqk1qTQcYPpctIaAzCJjkwxuMT9/EqUZSiR6t5W+n\nhFYq5/tskbhnJYZcRy/xn2bIZZFJrVRpLYacZV5tH6FEkzO+tL1xK2NK9M1ytEC8H87O2xl36TTJ\nKUgdI5AzfCwplKMxBemTEm68Aeej6k5yW9Wd8n1VdzJhi7rTNtMp/WsQQuBAIk3AQi/QqikCSrjd\n8U4dSDnMG8/HIV2cBqCO9frnpl8XpQto642WdlQEYXmNxntrFELSHKlUAM2LJG3Q1WiydMLScl6k\nEg+ShFTutoaLM9xixM+6h2yKpeU4glR6pd+uHENQdARBauzoUG75GiTaZFplnKop0bgjB/zDv+Nj\nBPx1tYmjBqTUS8ORBFbExwuM+vvXfYIsV9AkFYU7rCNMsSxJo7SeA1dawCTsn5Y+mTLwSo23izXc\nYlTdSR5bdSdv0qo7afTS527MmM9WdKftS7a0g0CmF/pmeZYSn1PpAcn5UusvgXuOFpIExSkNS8w7\ndfEWL1NxiNtCNOZZ6kUqyeOOsTUhdJGRtxQSv5HVonIiz8zcqc9zInJz0iqtcMblRgqdWCtO2umm\nXVcqChfDsg9Oa7NG4EoNOLmapP3ogNKqkxr9jUDVndKoulO6r+pO/Zj0elL8LfRzdaftROIUb1Cq\nz7922+GVAq3FsyR5g7zPI75s6xO9Rx4kT9MgeOCN0bxMHq3loMpwbYTkQyx5n1IeqQlg4qSXR4RJ\nkPQvWipA5EUKadMCR/cujb1PGk20zAGnEEBTvUfbUL0Xgvgb9N7Huov3JQeKTUnhk5KiJ7mCJ/6Y\nIBqG6RE5rRiKW4c7CFyKxrn1lETF4gInPrw28WDvqQeKG+D2w7VB2xhDVA7jc9MGmkwULjbgxKMG\npAhbQQQuVcQkFYGbEn1LHRsQY8nImxtzMW6nqjtV3SlmV3WnAJesO23PRcVIe1qUvqR3yUIr0sXa\nWXpMwDf1HyJH5+tgVp4ZDHziV4GvEPlW+xdD7peb7fcXHXVN9CwdxqeFUG5DrLVkbtAXfV5TCE3x\nBt0YA84hVTSEoF50aeETcd5cW4P0eXCp8XOOH5D6vTbW9r5pfHJ743IbEnJn28VdSxVZMWJkIEXG\nmv8+dSacyr/gKIFU27C+iQacuDaDAVd6bMAcA+4iUXWnqjtN6q+6U4xz0p22E4mL4V+nwVMEJLxL\nMz1L2Vxvb8zIA9T3FXuVIo+U6C3zPUKahyiDeHw4h78ood/ng4ScLPUyTaWNxxGb87lTnqTRlDEP\nf/yofZ4XaW0BJKE0VQC4UMNNghQNG/r611h/Kdgvt1pULrVPrvT4gTgi5/hIe980BPvahLHS3rhh\nbH+hqWheLvo245iBPVjcDyelUu45XZUy3guXn1uPwjkMB3VPjMDNOUJASp8M6GdWnayGmwFVd6q6\nUylt1Z36MdKat607bSISR4iUlhhaH+t9do9Rno6YQwUsMa/Ik5U+7X1qnDAm7tPmNzkMrPdIoV0K\nXOLdWNHlJXmSTPTQH2iNhpAWQhbMEUK5qkkS4jXfGEyIzKkRMutxBNKcUlQuNWcqQhdF88QxhXvU\nzNE4DdaIYtB8+l9kzjy0VKScm0YZ9+XafN4D3QkMuNS+N8uaLWMArPr/61ioupPCr+pONlTdyRuT\nni/F+5S6U9aII6LvIaI3EdHLvbbHENHPENF/7l8f7fV9JRG9ioh+k4ieWbIY4sPfCAxdACjtIi+B\n1k4nCCSFfsRT61MES9CvCJwUksJIE1yawPR5lAqzuaWgAPmXrj0BSTdQ/+J5kga92Lvpg2MpEkI0\n0B8eWF+v1rxIfn9KCDnEIXo3Lh7rf24oFELSGIm3xCumFYUW9FudGrc0jiWf1J8xUfglB32wG3Pu\nC4z+k5iMufhzlF7p5gzoU2MtY/w1+23+/ejbVEPO5yO1e6CY1kdDyB4/0DSrGXfafji/KuWhciSN\nDDh/L5z70ww4CbEB5xf58PuG/igCp1XA3A/0NEqfjCN6+yj10l+vVLhELnBiL1riaFP0KaPvGMVO\nqu7k01XdqepOVXdy683pTiWwSLIXAviYqO0rAPwcMz8FwM/1n0FEHwjg2QA+qB/z7US0K1pRj8ne\nJSuvEoGUQsxn7rqt359BmJSMV9dTirX1du2HQQka6eFfQj5GD770XmvThFB+Tkm42MaWbL6d6j06\nQZXKF+JI8in7PzUVmRP5KR1T98sZonIBrWakTY3IlRhJmiHnI9obV2yEHfnQbwctChdHsqS9cFne\nieMExvNNi8ClDvFeM/o2ptMNMQ258+GOXKnyhai6U3otVXdaZqwFVXe6SN0pK9GY+V8BeGvU/IkA\nvq9//30APslrfxEzP8jMvwvgVQCenl1FQoAUe5eU9iyfFG1E47xKFs/Sol4lbYwkjBJCVboPapuk\nPcZrOLbergkdSadNCB4pl5vgPez9n+QxsuRxa14miuZz0LxI0jwd/TQPUo6uxHvkjznFMQNHkU/+\nfKRExxy0yBxBvIkuKqdG5oS5xfm0z7miJ9pYbYwWkYvbolduqIvIpdJQpfFNIxinBDHyRo39v7IB\nLTg46LtFO1SjBPq9cVkesmGR2gtnTaOMo2xSBM71x21aBC5On9QKmKwZfcsdF6DRl4wBAF45Ebzq\nTmOaqjtV3anqTuMxpzgn7gnM/Ib+/e8DeEL//okAXuvRva5vG4GInkdELyOil91+4P7sD3op71JS\nIOXmzN3nBH1KsInjpbETvufi+ya2kTWteR7iX3vOdeHTxU1iW0IoWaYxCiFxTqXfISeAch6kVEjf\ngineoxzvE54dt6h8eujW/eIkSWOuY6K0y80l++Wyc2Wickna3JiJhpzKJxWNS62RBAPvRNgzi0cL\nxEjthZOrVIYGnG0teQNu6E9UoPSRPhR8SnVK+763VARtaspkKoK5MqruZJmv6k5lqLrTQHcJulPJ\nf7XZ1SmZmSl1h/VxLwDwAgC4+7FPPoz3OcU323fexFepjVPaHa/iSkwRTcm5KCKvuJ2jscM8Yf8w\nBiGGoTEv/xop4ge9bU2w7+2xIPYcKS6w2EvU5W+HQmhE4z4OdKHQsQoZi5CKb2sshKT3B1p9DRK/\nUjptjZYxlv5jYwn59MhHPPHwoxIqEPoyZDST/4Pg6Pc7tPu8qOfjNQrny4lzxmuMP3tVKMVz4Ryt\n/14bQwSxamVcKdL19a/J8+MGHoBY5ZIIBIzPgXP3yM3dEKjt6bwqlx0LAjcYr3NhxFUp/YhWHIVL\n7Usb8RWicFJ70CcYcKn9bz5KjTcp+hb2zy9YkkuZ1HBCw01E1Z2q7jQVVXfqUHWn6ZG4NxLRewFA\n//qmvv1eAE/26J7Ut00DQ/WgLOldsswrepb85yJ3LorGS5tfeF/iVSJpXApWnhpfXl1upaEKJttQ\nwCaEUhtxA54GISSF6lM4hhCa4z3akAG3nnzKpAMuFZkrqWSZnScRlRvNYdgnp/L115fYM8el1yDt\nbZMifxuHFIVLGSSWNEqpPehLHOTt5rDuf5PWNtBG6ZNa6uSYz3hNJQVOcmOAcerniVF1p6o7Vd0p\nHufzrLpTEaZKtpcAeG7//rkAftxrfzYR3UlE7wPgKQB+ZfLqHBLCSL12TYgpwshyD3M0SWGUE2xx\nW05YWRE+W2X8jPflqEg9KQFdwlMieJIsDtGcEEqmISC97JLqSdJ6SysniWtIrC8lZE61Hy6B9eVT\nxpDL7pkbtUM15kaw7pVLfc7NkRgn7qkLjC7S+yTehfMvWWVy6oHfwd44T+63kKtSxrDshdPacihJ\nofRRsv8tXHd+bSUGnLi2C4m+oepOSn/VnVZH1Z3E9Z677pRNpySiHwLwDACPJaLXAfhaAN8I4MVE\n9JkAXgPgWQDAzK8gohcDeCWA2wA+j5ktWwXS4X5gfqoACW1Ru+MzCv97dCrN0M99P437R7RyWH7g\nz976+NDvj5GW6vNS/7/23p9gHr/NZ8UAS3kIqV+uwssCpgLXVCSYgg25Q9uBn7QhNySWPUkpISSl\nAcQCwJGUHEBpObdkbtWkOcInhQlZQpNwLPmkTB5+jhQR8eDueGysvAgPdDLFMnVQeCq90kuTHM0h\njRNSK0cHgvvpj9oh3qm0yuHaEI4FDmmRozkaDId2R5+DQ8KThqLHQ0FQ4CR3kHmEOJXST6M8tMnF\nTEI+cgRO7MsYcNr5b6nqk1MqT0pFSCSUpFlq9MO4jOFmOaNvCVTdKaSrutP4OrL8C1F1J0cbL+7M\ndKeC7z5rxDHzc5Suj1bonw/g+fYljDF62EeTOMKCsdoYHreJD3BEZxFIqoebfbqIhySkNGGUgnGc\n2uZdSwoltIvC8kPP9A8yyX2ZCwkh6zJSQshCv0T4X8I5GG8OR5NPkdEjIt7D5eacasxFTaoxF+3v\nYormEvaWBfvkWn+sYJwp17aYISfBv67BiOwNuamYOz6BPcKfRlyVUjMcLIZKLgpXasCFY3XeKWNo\n7b1vkw723ojx5lB1J5mu6k7ltIui6k4XpTvNLmyyJsweprkCKVB4EnMLY1MCKfAsxXNEQmfgUSqM\nvM/D9NH6YjpJ8PkepZGLavhMIHBSCAq6pw0ST78tJ3iIA6Fw8B75wsOjRdS/ghfJX04qf7u0epJF\nAB1L+BzbaDs5fD1Rsge0QiYIZdHotknGnCKjRsbc2lG5eEzDA71IKxmziiHJfRGSw8KFOYU2Arwo\nW2+J+p+bFmi5i8ZhHvbxtfRoE32HsYfDvbVz4Xxjbeo+uCUjcKkCJksZb5dquG0FVXequtPhfdWd\nJF4lNPGaLPS5vqV0p+0kjDOSv2BiQfExjFXHaWOEttH4wns/yvcuWMMwt0/LQp80PqZT16fwyWEp\n/b3k/ywhvKDRZ+kLDIWQynpBL9IUIaSdXeLDkru9FSG0sX1yy6NBvnS/4lFW982l9syNeESNytly\nI/7aZ+16tDWlip0MBl9iPgnS3rq5yBVGKUAulTKuSjkeLxfnSBY4OZEBJ539Fq653IArOVpA4ymt\ndTQOlDXgLkY6Vd1J5F91J4G26k5FNNKaLPS5viWd39uLxPnXlvASAQlPkTA2613yx8ReFGl8NG60\nroiH6FkSPETB+Nir5NGmvEpxrvbQ7k0rler122Ia/3NAi5DP6H0hWBQk2n8Z760vkHwBEnuk+m7N\nixTwi6ezCKhoTDOMSQsgrc/nUUojrSdHPzfkf5GGGxHEVEaHWJeMtXgtZRJCxCw1xv8yB1lxaBxF\n5gCgDb2/xALvOErmAlvxNcf717woHrcebRw9k9Iq/UtpEO6P8+eKjxzwUiJHxwUQHfbTufsQp2s2\nDVQ8qjoAACAASURBVLDvtxoZ9sL52Cual7RxaQ9S98K5z4B8TlvLzSIROIm31XjzsZTxlqNJ0cZr\nFMdl/ulssMjJsqi6U9WdYlTdSV1LikZaT47+VLrTtqUaY3EPU3ZMhofqmdJoRn0s9/m6GnttHLX5\ntHGf8lmC5feSpDHch2KQ8t7a73cXPpjauDjUnxJQPlJVh1IP85zNtwENlhVCWrUmf+xFGnAR1NL/\nPjSp6iJawvhVInM5UPSfPI7KSXwzc/Dhv3T4mjp6ADgcO6Ber7+2JvpMnUF2REim337iz99SOdKn\nm2rA+VjCgJOiatIxAGsbcLmo28aOGDgOqu5UdaeSfr+76k5npTttJhKnenuAVTxMc7xL4nwKTZFn\nyXsveZAme5X8KSJP1Yi/fy8kr9bIdebxTSGeMwXBA6QKIRrnc5M3RkoF8D1JsmcobNO8SKU53Kn8\nbUvoP4a1YtIaIX+L0Llko06MgPmw7p2z7puT9trFssdbVy4qN/A27pUTq1f6iPbJZSNy/rVIhU5i\ng9Ifp+2NG+gprFoJBBG4oGrlBATHC2C47OE1LmgS74XzDS2pGmUXxZsfgZPSJ7XqkynjbUrFyWMY\nbincJKOt6k4hXdWd3PuqO0n9Ek28jhSdpW+u7lSyk3tzki7p7QHme5gUeouXyORdSvVH41XPkjZW\nact6lRSeKa9XAO2en0JH175cYl1YeU1xKsCIxiiENFiEkJS/rfHQ5hzRoEwI5bxd1YCzIxudS+2d\ny+ybU8cEnzH68sU1eT+6UeQvt1fO42tBNiIXz1MQ7VNBzXjsioeC54qa+IZGvBdOMlx8oy7Nd5oB\nF65dj06lzn1b0oBT98el1rZA1M2yX+4cUXWnxFilrepOqLoTzlt32kwkLkbSQwRM9zAlxokeJhZo\no7bRXNEcI77s93HfR+MHOx7LelvSqyTwZET0/boCz1D82btItdKStp45EDxC3ZM3Fip+Lref6x0s\nwRMulmpJqnDyWFoFULCMQgE013s0JUUhNa6U5qwxegbGJLGBM4rQpaJzUqQNK0bmWid3PN65qFxc\nvdKffzDSeLi+ZETO3YOo8mRwfpy/Fn8MkN4bN9yjLho3JfLWFmhZbfQKHAwnaS9cqhplN7YxR+BS\nBUxK97/lUifDvpB27mHe8bqCMRmjLYVLNNZyqLqTMLbqTmFb1Z0uRnfaXCROwhIeppJx4nwSj8J7\nn7oOMSXLf+7Y0DZ+LpM8tfWTdj+T60/MuQQUYVbiXJfC/hqNJQ0gP4dNCMWendibI3l+pniPcust\nGZda242A9gV4SEboctE5kZ/yT90YmQvnp6g/4iemTEJes0brzytF3OL2/j3H0TP1HgqRN209E+Gi\nbS6FUi1uwv57eX7tiAG/zZIGuLYBN65Kua4Bp0XPLFG3FG6iARej6k5Vd6q602XrTtuJxMXXkvEQ\nAZKXQ+eRHOv3CWO0qkpSW86zFPAdtXPfTod2PtAEniKpTfEiBUvtaQYvkf8eHh9vgeSP9S+Ho2tw\nczt6Ho8ZgZTXuN//3HuJxHxuX+fzvD5aLneyWlLGi1TqQTqm92itfG2TZ+kkuSLrIXk1ORmE0IBK\nRueAQzgn/k8pROeCryIVmevXNVqHdb9czFerSBnT9tE7MSLn+ChVKYfz47SDxyH0+Xvhhv13DYA9\nhvPiXBSRCDzjd+qMuzigOqQ14pA+GRtb/j446UDvFonqlBF9qgLlFOPNR6nxVmq4SVjbaPN5sIH+\nLFB1p6o7CXNU3SnEpepO243EMbLeGpOXKTHWOkb1LkltqTlSc0p9PH4frMVrC+jjdoUnKe8t930u\nkmkCkSBJCrNe+ORYOdpcfnZJGkBqPLCsEHLyN0aJEErla+e8QhavUQO+OAPOwVSVEtC/KCufguic\nOTLn1hWtQ19jgq+4Dmk+z1DzabSIoM873h/ntyt73GjOPjoj2shwc0VNXBRONmLs6/LTKLV+fx4/\n+rakARfvVYsrTub6fTrpGkoNuNw+N8setxtVobLqTlV3qrrToV+Z+1J0p+1LtbkCKTFeHaeMyT3Y\n0tiUMNLmJ+aDx97nV/Id+8JIEkwlwsaff3hfoDQZacVzToJFSYvrm2KBFHt3xDFeP8qEkH+GiZQu\noAkhMbxvEEIxJD6asNiyADo3HMWYS6UtWo05iTZlyAkHhefmFQueSMaYNbUyahulVfprHd4LN8oZ\nZo5ueJ32765NHt8t0Y+vy98L132Wq1EGY7wonC3NchkDLl63D0v0TaSbUKykGm8zUXWnqjsNi5IW\n1zdV3emsdadtpFMyEGxSVWgCSP//PZpF0gX8dhrTmlIFSBjDIa3rH8iGdj7cD+7bOSCRw/7waP2O\nfi3s9cfLiQspOFpiWZ4M7f76Sp3iEzxLwcbbQOh47UJfStikcrjdMqQ0AKsACi5rovCxtEn8LWNy\nfQONUejkcsbPGZKcEvdm+GRCd7IYilYIJVMEJbjto9TDcC2pwiem9Eq3RukYgqCYyYFm1O/xiA8T\nD9Iq/Wvx3/dFTgg4FDjx0y9juKIo/mHg1AAcHtudMt7iKNwQnYsKmsRRKlfMpCSNMhWB8+d09P54\nn64bW268TT3MO17HYY26wJ9zrEBufMBrdsWIjaDqTiGbqjuN+6rudHa6Uwm2YcR5yAokh/gJHPHp\nyTQ2ifHiQyc8YOIcMV30OeCtrSEQYt79KHnIPcEwCBhBMGXHexgLHU+yLf0/0WoA0OE1yMKKeMlO\n/7EQSk3RiIKvTAhJAiInhEo23G5BAF2k8eb/x1YwMogkHgOxziN57pxU1VI5a262MSdVsNTmbg5r\n06tSIl210uep7XsbrkVol9BQZ3E1FFYfmQjJrIsNOHFc4viAOI0yZcCl1zbfgJtStERLm5TXqN8D\nDdV4s6HqTmF71Z1ydIfXqjudr+60OSPOQVJkROE0UixiPjGPxPhIYIzGKHOp3iJHE30eCbBIrxrx\n8QVSdIEpmcbe/L4w0sYEcsofF1+Lkz8JQeXkZhLejRvSAXye5NFR/9kJDfIuJBjDoRcpEgIlXqRY\nAEk0XT9G/do4qS++BI1Ga0uF+1OwhPpzuEiDTYP0JQmXnz1qQOIVyJBDp+mYAilChrFnOKC1GHNa\n4RN4PIKI2GFdo2MIhvX3a2sNEbl+vdxgfOyAW9veayfyonHOYmS4owa6+Ru4Q79L0Hrfg1TUJC5o\n4kfh4jTKoLhJb8DNicBNMd7mpk1aDbcpRltqnHU8cNkGWwpVd/LGVd2p6k6JtkvQnbaTLG64niDf\nOcUnQUI8Fk65seoYhTZJ430e8Y36UvMMbfHzps2XugafR+r2SnOc+B9lEOJXvlg/FSAck9+sK881\nXQhpJW99lOZsS5iTq23J007lit8ouH+QCZj20Sl83FhxfGrv3IhP9KjG+9yi+XMHhY94+O8t/1Ua\nbw5tb5xlf9wwZ37SoPiJR0/aXsAI0vEC1t1y/plwQ5tSyGSKARfO5Qy1wxl18bEB8dqGuYUDuLMG\nXuKIAHG+ifvc3DxZA5DJZMBdbHVKAVV3Etqq7tS/oupOEb2GLepO24rESdcl/X8fpQ8t7GXy+0o8\nTKXepYheKoEbt/eFssMUAT7Qh7TeEgXv0OBhwoGHex97nxyPwGPU0xAL/cDoOrOIPUkjr1HoSaLh\nNRzub8Z1QijnRUrlcC8lgLRLlfq1tqmCJ4UlvUZLnHuyRagphQ7Sb3wkY8ZEI8VKk0PR+OzeuUx0\nbrgOLTKHUMkNInPxfjlpr5oXcYsva6BtlH4ldbSLyEXzwJ+zi7INxweQy/F07/eHazYe/q3ti2sR\nVqXcM6lRuLEhRlHUjNQIXGy8AXoEzjfeDrynpU1aDDcJpYbbnCMFunXZFWHNiL0IVN2p6k7++6o7\njdrOSXeyS7WtGXESDD9mXzBlN/cq3cFDbxgn0gu0wYPpaJQHdfQQJ9qHjbuKDqjmpftCxvGG3CeN\nle6DKMysmCKkxH4evZ/iRdKEkI9GGJvafJt7OCXPkQRLTri1D8gLoJtuuEnIGnM+JGVlxK83YlIp\nl0KXOs64dy5rzLn5Bznn7dXT9ssljCPTPrl4fnVdXptfnMS/Tr89pimEH4HbM6M8GdOLoMUGmx8F\nM+yByxlw0pyAbsBNOettiajbsYy3izbccqi6U9WdLHRVdyrqA7alO23GiFMFgYN0rQJt1tMU81EE\nzGgt/rhI0IzoI9oS71JAK0xZ5FmKx+rTin0jgeULq4CYQODx9aeEVtARf+ZDGx36VU8SRbncOAgh\nzYuUy+GWBFhOAC3tPSr1HOXC/DlYBM9NMthS0KqNiZB+8xFtch+dphxF44qic7nInKPxnumi/XLD\nOnhYQ2DIxTS+Iedfw1A9sutx+j35e+G8oipD5cng8O/e7OorXR4utdtvZ7HK4lTKkihcvA+u1Qy6\nRATOYrz5qZPdZ3vFyWw1SqPhtsoh3msZbBciyqruJNAKU1bdqepOl6g7bcaIc8gKJB/KDz7k5z2s\nKR4Cn6yHKRojPmicofH7U9fjCZhhTUMbj4WRe+tLlYifKGgsa5f4zYUncIIJpfdJPnq1JK2SkiaE\npBSAUiG0dQG0hsfo4gw9429dLCSS46nQTYnQFUXnogiXGGH0I2ueXElVshyN9SNuwCF9UlqjFJFr\nSDx6IJcSSUTgwKil0FjL7VEUEAc3tf1wQ5ESZ7T5UTDtaAGh3WrAaemT0ppG64l+3FOjbudivF1y\nsZOqO43X4dNV3SnHp+pOQd8pdaeC38jmjDgH7bpFASXRjoTKmMjqaYrXkvIyibSxfhOvI+4Uvkc1\n53to6gXusGgMwsbRSbpfxHYsC6N5JG/VINGEfTXBBVh+zL4nyfGiRD6370kaeYpCoZLzIpUKoDne\nI4vwmRLuX0Lw3GiDTYNW/EJJ0zNH6pLCYCyjLBE6dYwhOjcyRANeHLwNooCDkcbKWEBMn/ThV64M\n2jGymIb9cRKNvzeuwUE2UQM0bTe4LTvA22EfLUWKwgFCIZI+6hZXorRE4EqMtylpk0sabmsbbVaD\n7ZKNtRyq7lR1p4FX1Z3MfeeqO23WiNPgX3dSTsdPm8irf3gLc8GTXiYLbUQXeHJiiREJw5R3SPUs\n+YKDxvNRzDeWTJnrFD1Rbjjr/UnEAilm7GgQCp6BJHjPo8+OTUn+du7MEn9pBx5pASTxWloALe0x\nujGGmwVRWmEKpkidpC0EPDzDSSuKohiCYrplSXROicwF6KNy4l45ISqnnRcnR+Tc3B0dN3RIq3Tp\nk/uQJry25X63LcZRLN+Ai9MopbPgUhG41PEBMUoMuNLI2xJRt7nGW420LYOqO8nzVN2p6k4azkF3\n2o4Rl1NqpK6RslLAO3iQxgSBcIq7Y+XGn99AK+V2B/3CcmO6WEaK+d7RzZNkTLTMkfcokE/+/Ozx\ncO29sPOFngonaAhgX+hQNE7wJMUVlSSBlPIiuXFWD1Jp6H8pz9HUUH9O8KzpLbpUA8/kDJWidcZI\n3Yi39OwoxtmBh2dgCeNEAzAVnZOMOSUyF1Sy9HgOkTnpghpWqlP286YicocNG/Jrvzeuk1sNhnPi\ngD5C13TXJ5wZt+cWLdq+iAmjZe6rUbrXA60fhQPcUQKRMZeIwEmRu1T0raOloK0VDEFr5O3YRttS\n0bYpxlo85mIkVdWdksuN6aruVHUnDVvRnahAOm3HiNMgPi0yzJ4mn69Cl/Q0KWNVz1FEO6KLaEbe\nJdfHAk2ktyXzvaNxTrgM80RzBJ6omA4eD79tKcQCCRhSAYYLcW0IdTipktLwuX+v50h7c0EWQiV5\n21OE0KkFUDXcZBTteXMwRuqWjNJZInSm6FxpZK6fI6hkOcznGYHxnFLREykiR4Sh2IkfjfM+j9YF\nYChw0nD36m2OI6LOyCusOekKmoQRNPlIgGBcFIEDnLEX7n8L5wrTJ6Wqk1Mib1MNuDWMt2MZbjcK\nVXc69FXdqepOF6o7bd+I87GGUMrwnCqQ1A29lKCTBEbc5/GR5gkEVCyMhHGB54cRyKI4TUAUXCvD\n9yQdGnUhdBgX0xy+6CYQVE64jMfm8rf9Ja0pgOaG+y2CohpuZTiGQZc15gDRoDuGMRcYcl6fkxWD\nURadLTeK5sX75HxDrK9aOXz2Uyu9NMogrTI4WsCrVJkBNeQH64rQjow5eR/cEFUT9sAF/II0y/H+\nt8O8dgOuNG3yXI23G220pVB1p6o7uUWj6k4a39w8U2nm0OewCSPO/dZ8mL1BMSOpWVR0DDwDoTFm\nMggnYZx6PazTxakCgRyK+mIaSZ4eZE8vTHHwLEUybTRekHuiwAom4r5crut3epa26FE7H34Mw2v3\n3t+QSx698x75XqSmGQsaN8alAcQCKLX5dorwmRP2X9tjdIzNt5ayvJcCTVYlb50h9dLEV1N4MFae\nxHRLTtDGqZYeDUff75D46B1LIKVYcsvhmGE/Wy+j4hTKXW+DtdGlptIpXTETAGiaThlzbf2rf9RA\nDnvwcD7cvrcrXUET6UgBKY1SS6HUCpiURN9Me+GOYLSlDKilC5JMNdYu7dy4qjt5NFV3qrrTDdSd\nshKNiL6HiN5ERC/32r6OiO4lol/v/z7W6/tKInoVEf0mET2zaDX+vBz+mcDRn5F/lp/Kg0UBJY0T\n54voUv1iH5R+ry387Eu9kF+Kd7zGGMRjflYEOd0ZDJ4lhA9kyosEdOwb4iCPO+R7EDhrCCGfb7IN\nLD7ATnBqQsjxym3qzdFMoQ3G9es/pgF3NPlEdPgzgin8y6Khw5+Br7xO7280jsZe8QRtuLZ4nrB/\nWI9/j8jvd0aVpi26fm+d/hx9O2I+/Wf2P1u/JwNNa4jiObhiJsPYeF8bjw2xrn28B66jCQ24lr1C\nKQkDztEd+PtrosA423MjGnhaaqVo7DGpRtUeTdZwcuNzhpmVTprfso6lUXWnFI+qOw1tVXca8fP7\nqu6UhiUS90IA3wbgH0ft38zM3+Q3ENEHAng2gA8CcA+AnyWi92fmsg0HAlL3pGhTLjD64Wu8RQ+Q\nwEc9JDMeN9BHc3BIk+onqZ093tGSqe8bPoNDD7nr7+cdDtNte2b961ApqUHgbYIb4y8sFs7e+lQ4\ngeS9Uq9gkt8G95kDrxGge5GkTbiN730ShFfjjY/b4vfxWKm/xGuU8hjlhMPanqINRtheiGPLp5Ty\nn1D6iyJ2EyN1Aa+4n924sIP8Q70D8oiuiRba+lZadDyB4Od2/IaoHAC0DO2A8HFhk74QChGobYEd\nAfu2+z7aNjx2wJ0vB3T0QL/3re0X4A4AbzoePV1weV7pTne0gKtK6QqahFG4znh6iHf9mHQETitg\nkitckou85aJqs89+mxFxsxhgU6JsG42wvRBVd0ryqbpTtLCqO1XdqZhvBsz8rwC81cjvEwG8iJkf\nZObfBfAqAE/PjuLorxCzvE4Gvlk+o3Ese5oE+kkeptTavP54Htc/rI3H/ZJXKvZqqV4mZa3SerpG\noa1vp0EY8fB5IHdCCvBeQyHUy7CREHKBjhIhFHtWYs9RPDamLfUaxSjxFuVQ6inyPUQbNOCOI59K\nMDNil4QhUpfkRd5fMEaI0GFMO6JrcPgPEl1zKjIX8GnosF7h3gXRN5cq6d7346X54fbHEXWG2iiy\nSPJ7AcG5cDgUNGlZTqPsxiiRMM+A8/tdpGiKAedH3qSoW8qA0yJzI7pEFCwX6SqNtFkwN8LWMo2c\nFEuj6k4GPqNxVXcS+2NU3Sm87BusO83ZE/cFRPTXALwMwBcz89sAPBHAL3k0r+vbRiCi5wF4HgDc\n8fBHh525603I3tT9NeVyC3NoPJPeppSnKabPeJCi5cTOp6FR2qjrXD+HogKhZ6nro2ENvjeJCQev\nUi9onDdpmE8QTOTLOLeGGOS9jv7cfxYIQumQw+28R4fXdmAZb8DVKieNPntLbKK+YemKUJI+A+Ve\no5zAsaDIqzRDwDQ0sRrE+lhMPt1516PyUS+Zid6nROxSOmwwn+Hw8eSa4z4nBwJaHtNGdOO9c54B\n5v2uTJE5/zgCcgLJi7659ewA3gOjiBwA3jUAM8hF14a9cA3QtGGVSlf4RMC+n2vfr9c/WsDfC+ef\nCecib7fQReJu8dUQgcvtf7Mab7nIW2nErTTaNjfSVpoKORUbL3BSdaeqO1XdqepOk8eGa5iG7wDw\nxwE8FcAbAPyDUgbM/AJmfhozP+36zrsLB0d/RhR5nQz8k/yUsRYvk8jToxl5fLz2ET+hbxjvzyHw\nVvnxgc9AF/CicHwJAmf64ZwT8hgO7Tg8zFIKQOydIc+TchBQ/Wdvat/bonmOpnqNtBztlJenNG87\nmzYww0PUUBv8bRTLyqc7ZPlUvOfNhx91MkbtlojWlUTpLHvorNG5UbTN4zXwaA60h/lo4BfuifP6\n3XXHkbjo3hLp9yU43C6B/WBs+emU/V4170BvP5ol7X8bIl6RARfve9P2wbVCxGxKxC2gUSJmcyNt\nJXvZpkbX/Dk2bsBV3SnHr+pOVXequpMZkyJxzPxG956IvhvAP+8/3gvgyR7pk/q2LLR7Z5LHqXup\n/c9OjBnNqdEmPE45T5NYsSlabM75JXmYNK+T3xfQMg6eG/Y8S543KfAqNYchjGFYx6vtvU29YGLH\nnyFfjP/0e14kInT7bzwh5FdR8r1IfgpA7EECDuH/nPcoFfKX2sXPwpdtrbRk6bP0p9ZiGreUd2jS\nf6FlsIZ8Ms2bkVXJW1IQtTPvrUvsqyuJ0klpZ/FhpMn9c1J0jshbLx947LqIGwPd9jVHswNGUTni\nvnKlF5FDT4f2sD9u13TXPRz+3RmGw6HfCvY4HPLtqlL6e+H8fXDdPrnuVYrABcabV3nSGnmTCpWk\nomqm6pNKaqSGpfazTU1/nAvpOIdjo+pOY95Vd0LVnaru5PEpS/SeJNWI6L28j58MwFVfegmAZxPR\nnUT0PgCeAuBXpswxzMXjvyJw9Fc4p5l3CQ9l3MjTJNAF/KJ2iq5Vast5k/x5yX/V2jkcf6Alu6fP\nDXKO80FoYBBCLiXA9yL5HiS/Lc7f9oWQ5j1yr7IwS3uOYq+M5DGa4y2a4iWyYgnvUOzJOqUBB6wg\nn0j4m4A4cmfWS41ROxPvRKROHStc8ygCF9GE+96ia/HmC9qcDRbT+Ncu8Wr89wdajqNzbm9cFHWj\nTCTUFTU5GG/ycQLDqxeBiw04B98o8Q02LRIHRNE9JapWEnELrzEfaUv15SJgUyJscyNr7t7F1TpP\niao7CbxLeFTdKb7w/rXqThJugu6UjcQR0Q8BeAaAxxLR6wB8LYBnENFT0f3UXg3gswGAmV9BRC8G\n8EoAtwF83hLVlUZrMlynKvdzY6NxqbmCOTQ60nlI+dvdkHGjVBXJzeuvI+VhirkevEn9H/fMqZ+P\ne32HD+sdvErucz928Dz19AQMVZnQvx9P7sHzHsHpWe6B7r1GKS+SL4B8AZLzHsVeJr9N/RzdyRKP\n0dyc7Skh/Dk4tUGWw8nkk0WvnCOnkJA9mtFRGrFL7KsTI3Wj+UKDq6OJ1uBG7eApWTRUC+FBUNBB\nrrlDdsmPyjmaTqAOZ8c13R443uEQkXP74OC8272LmxnD3jjuNJXhvLjoXrRo0XJ3PtxgwHF4Ltwe\nXSVKLQLnqlTe4u7frEud9KNvucibZrSFa030FUTbUsbS0hG2uZG1rRhlKVTdyThH1Z2q7pQYk2vP\n9WlzZ+nPRHfKGnHM/Byh+f9M0D8fwPOLVxL/Uguqu0mI75/5f0bugVHmyAo+SSnyHvDcGKcAjUrw\nUsRHao/YSZfI0fvhkEs+zBfITf+ze+8afEGZAHtepP4ie49SJ8HItflrpbwQkgSJJoAcT0T9o/cG\n4ROPSbVZ+rS5k7QzBM/WDTYJR5NPUyA9AwW3WNxsn5wvGmAoniLydAaNcqQB+cJi6HQ01NNEzzZH\nfU4Hd4eI90cUdEoWwZ16y+hTJxs6rGeIunF4DEHjaWXx/jjvlYjA1GA4aqBpgH1eXw6PFWgCw0uK\nwHVjHM3BgJMMtlMZb3MMt2MZbUsbbO6+rS3tqu5km6PqTlV3isek2ix92txJ2jPVneZUp1wXBYes\nWoTWZA9UVnHK89e8RhEL09SpvSial4kQth083pFiRgeH0sFD1HnF/bzuQGo1OJyHQhGfpv8a+TD/\n6GJ74YPmkLdNTf9Q9B4kP59b3mAbCqDgfT+N5j2aKnhKvUWWcL4Fc8L2S+Ecjb3ZSImYktsxVSFC\nXpkafS2GfXbJSKBWHKUdL26kS0WV5Hy5FfQNETrq9oUMbuhDZO4QwPM+tIiici5q13bv3TW2fSTP\npVv158rRrun21wk3oAVjP/x1VSlvsYu27Q6vfSXKPTddFM6LwPn73yTjTTTkhD1tpv1vQmqkhFRK\nZApWY22KobaUgSadc3djUXWnqjtV3Ungc066k33O7RpxJZCE1gRv1CQPlOSaKeUbu3uEcaPNvoMA\nccpYwsuEsG0QjO6zsHxPVsE/5JJaBIJ1+AyPt3vPJH433T4X/48Pg9xncgIo8iAlhFCQCtDPdQwB\ntKbwmSJ4lhI6N9JYm4ISTWIOzwy/ZLGSUUdErD2nEg8hUidG9wKlqJcfqQidK4bSF0JxRVDIWXJ0\nULwIfeTOMXJROaIwIuelVsJVp3SRN7c/jrpx0q0KDvju+exxqETpG3AubVIz4Eoib0sZb1MMt7WM\ntmqwbRBVd6q6U9WdzPMem48FmzHihodmKfmseaMKBNRswaTQiwImHhuNH92fGQJJYTFauiqMeuJh\nvHvfy5FBT+OezjGS0Asj8l4JoQCK87g1ISR5kKYIoLWEzxqCZwlhUY21lbC0cacpMAmYUzJ9uZjZ\nWzfw8CN1gkGXMua6fj4IGHR9Q6plnGYZMDnMzS0HhtywF4682+WnU6YKxAjHDOz5EC0Lio34++D6\ntuH4AcWAEyNxivHmt43aM8bbWobbsY22aqzZUHUnjGVh1Z2q7pSlvwzdaTNGnMPUe2LP2y6YZZum\nTgAAIABJREFUIN60bxw6EhYq/zRPqYvihzoSUOm9KBgki5Qa4PP2N94GXh/qlS147UCneEVCpUsH\nOBzS618PB54jdCkBDXeHTnrCZ7drBwG0a1pVABHynqOpgif3OejLfOklgmaOgFhTuGxBcB0bo/PS\nPEglr5MoUbZSrEsVI+TlZCcDEkQsFz3pjgYQpvZTLyN5N6RVerJraJPSLHumxBinWPbpldx3EjGY\n+/du3f3euuH7cgd9Nw3i/wttX9CkO2KAcIsb3OIdHuBr7PuUyVt81adXNj3NlWq8WQw3yWibYrCt\ndVD3gW66cbaWYbZfzII5X1TdyeMjDam6U9WdVh67FO+SYPjmjLip0O7NLNk+MdXA7IVKeI9iPqrX\niUJaydsUeJrGckr9HHiLGu8VDGY60DCGvO+BzrV770X0wmgogesJocGLBHhCJy+EpM22w6tL0Zog\nbFQPUkL4HEPwrCF0bqKhNhWagVds3IlMtElnjE8pPwkZ1DV4BImI3ShaJ5xPFyhVvsIEp7j0n6Mz\n5zq/9mEgg7o9JF5Uzo/EcdN0VSujiJwrcCKlUu7RVabszn877IVz++BcBC44QqA34Fxa5a2+OuUh\nUjfNeJtquJ3aaFvaYKuG2jqoulNEV3Wn4XPwWnWnk/FMYTtGnOW6JwiVxb1TE7xRljUstYGXBMki\nepp6pWlE779SyMd5vw7FB9ApQxwJQALQALR33ng3Zz8xced9arjzIu26v4YYu93Bi9QQBx6kXdM9\n1LumFYVPymtkqaKktc0VNKUP9dJC4FQG2dRDMy8FqehdDlkDsJS1oLxYxiQVORpH34ahTkY47May\ncHjbcqBQjdKaorUPyk3r9bXoDMa2E0BBJI4Y3CKIyBERhsO/GwJ2u2GKFi1aALfQFTR5gHd4CLsh\nEucicC4a5xtvWuSt7Q3Ajr9utOUMtqWODDjQlBloSxlmpzDI4mvlSzEKq+5UdaeqO02iPza/NbAd\nI86C3P1cUCanvrtZ6Qeq1z4zj+J5Uj1XPCI99A/yKO1lcp5y59UOZJYTLsRDigD3XiWnMFG/t4VY\nWH/PaKieROGZJi4n2/cgxd4jP/Tvf5bC/SlvkSiMlB9bTvCcQuicQtDcOAMtfmxXvvxF0zeBaRE9\nwzUnI3dC1C4XrYsrvnXTHgYF+0saPhRB8bzdTngFUbmm6WjaFmi6Xy8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5SWilt/JYws80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DKJykSUUaWs7rtS553LESNNCa+sttsJ7Sm9vuMSJwtLMyPCJEWJtAiTZXwu6/3uTAnAlm0DlmXc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\n0dHR0dHR0XFD+M910fKHweoVqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xba19198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,3, figsize=(15,15))\n",
    "lonclr = ax[0].imshow(lon)\n",
    "Naclr = ax[1].imshow(Na25_lon)\n",
    "Rotclr = ax[2].imshow(np.flipud(Na25_lon))\n",
    "\n",
    "ax[0].set_title(\"Glen's Longitudes\")\n",
    "ax[1].set_title(\"Na25 Longitudes\")\n",
    "ax[2].set_title(\"Na25 Flipped Longitude\")\n",
    "\n",
    "fig.savefig(os.path.join(diri,'longitude_comparison.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
